{"id":"W1980133367","doi":"10.1586/ers.12.5","title":"Unifying thoracic biomarkers: surfactant protein-D and beyond","year":2012,"lang":"en","type":"review","venue":"Expert Review of Respiratory Medicine","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"COPD; Medicine; Pulmonary disease; Pulmonary surfactant; Lung; Biomarker; Intensive care medicine; Disease; Pathology; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006941825,0.001185811,0.007400066,0.0009908486,0.0001623731,0.00001181803,0.0005692673,0.0006714789,0.001267131],"category_scores_gemma":[0.003142898,0.0007531688,0.0006592677,0.001618858,0.001107755,0.0002178545,0.0003677293,0.001550018,0.0001196955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004501952,"about_ca_system_score_gemma":0.002215544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003332389,"about_ca_topic_score_gemma":0.00000214163,"domain_scores_codex":[0.9907578,0.001626813,0.003263173,0.001104582,0.002114923,0.001132705],"domain_scores_gemma":[0.9934294,0.0008212524,0.001593208,0.00196136,0.0005985199,0.00159627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004086847,0.000058108,0.000003776888,0.4310786,0.0001950429,0.0001121032,0.00003441574,1.684552e-10,0.00006965984,0.00004345772,0.001714817,0.5666491],"study_design_scores_gemma":[0.0003860039,0.0006619075,0.000003261845,0.3790223,0.0008513923,0.0001797386,0.00002625904,1.201776e-7,0.00002713121,0.000002539676,0.6185116,0.0003277759],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005947331,0.9878514,0.00001142675,0.0007408055,0.0003713552,0.007705285,0.00003620791,0.00009101485,0.003186498],"genre_scores_gemma":[0.000001874097,0.9921831,0.0006453258,0.004505133,0.001359949,0.0007281501,0.00008750647,0.0002307158,0.0002582534],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6167968,"threshold_uncertainty_score":0.9996458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1826443303809434,"score_gpt":0.4973204725211688,"score_spread":0.3146761421402254,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}